NVIDIA introduces PAIR for local agent inference across PCs
NVIDIA has introduced PAIR, an open-source router that distributes local AI inference across compatible PCs. The IFA 2026 update also covers faster llama.cpp and vLLM inference, streamlined local-agent setup, and RTX Spark Windows PCs planned for October. Teams should test routing, device membership and data boundaries before relying on distributed local inference.